milvus/internal/datanode/importv2/scheduler.go

350 lines
10 KiB
Go

// Licensed to the LF AI & Data foundation under one
// or more contributor license agreements. See the NOTICE file
// distributed with this work for additional information
// regarding copyright ownership. The ASF licenses this file
// to you under the Apache License, Version 2.0 (the
// "License"); you may not use this file except in compliance
// with the License. You may obtain a copy of the License at
//
// http://www.apache.org/licenses/LICENSE-2.0
//
// Unless required by applicable law or agreed to in writing, software
// distributed under the License is distributed on an "AS IS" BASIS,
// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
// See the License for the specific language governing permissions and
// limitations under the License.
package importv2
import (
"fmt"
"io"
"sync"
"time"
"github.com/cockroachdb/errors"
"github.com/samber/lo"
"go.uber.org/zap"
"github.com/milvus-io/milvus/internal/datanode/syncmgr"
"github.com/milvus-io/milvus/internal/proto/datapb"
"github.com/milvus-io/milvus/internal/proto/internalpb"
"github.com/milvus-io/milvus/internal/storage"
"github.com/milvus-io/milvus/internal/util/importutilv2"
"github.com/milvus-io/milvus/pkg/log"
"github.com/milvus-io/milvus/pkg/util/conc"
"github.com/milvus-io/milvus/pkg/util/paramtable"
)
type Scheduler interface {
Start()
Slots() int64
Close()
}
type scheduler struct {
manager TaskManager
syncMgr syncmgr.SyncManager
cm storage.ChunkManager
pool *conc.Pool[any]
closeOnce sync.Once
closeChan chan struct{}
}
func NewScheduler(manager TaskManager, syncMgr syncmgr.SyncManager, cm storage.ChunkManager) Scheduler {
pool := conc.NewPool[any](
paramtable.Get().DataNodeCfg.MaxConcurrentImportTaskNum.GetAsInt(),
conc.WithPreAlloc(true),
)
return &scheduler{
manager: manager,
syncMgr: syncMgr,
cm: cm,
pool: pool,
closeChan: make(chan struct{}),
}
}
func (s *scheduler) Start() {
log.Info("start import scheduler")
var (
exeTicker = time.NewTicker(1 * time.Second)
logTicker = time.NewTicker(10 * time.Minute)
)
defer exeTicker.Stop()
defer logTicker.Stop()
for {
select {
case <-s.closeChan:
log.Info("import scheduler exited")
return
case <-exeTicker.C:
tasks := s.manager.GetBy(WithStates(datapb.ImportTaskStateV2_Pending))
futures := make(map[int64][]*conc.Future[any])
for _, task := range tasks {
switch task.GetType() {
case PreImportTaskType:
fs := s.PreImport(task)
futures[task.GetTaskID()] = fs
tryFreeFutures(futures)
case ImportTaskType:
fs := s.Import(task)
futures[task.GetTaskID()] = fs
tryFreeFutures(futures)
}
}
for taskID, fs := range futures {
err := conc.AwaitAll(fs...)
if err != nil {
continue
}
s.manager.Update(taskID, UpdateState(datapb.ImportTaskStateV2_Completed))
log.Info("preimport/import done", zap.Int64("taskID", taskID))
}
case <-logTicker.C:
LogStats(s.manager)
}
}
}
func (s *scheduler) Slots() int64 {
tasks := s.manager.GetBy(WithStates(datapb.ImportTaskStateV2_Pending, datapb.ImportTaskStateV2_InProgress))
return paramtable.Get().DataNodeCfg.MaxConcurrentImportTaskNum.GetAsInt64() - int64(len(tasks))
}
func (s *scheduler) Close() {
s.closeOnce.Do(func() {
close(s.closeChan)
})
}
func WrapLogFields(task Task, fields ...zap.Field) []zap.Field {
res := []zap.Field{
zap.Int64("taskID", task.GetTaskID()),
zap.Int64("jobID", task.GetJobID()),
zap.Int64("collectionID", task.GetCollectionID()),
zap.String("type", task.GetType().String()),
}
res = append(res, fields...)
return res
}
func tryFreeFutures(futures map[int64][]*conc.Future[any]) {
for k, fs := range futures {
fs = lo.Filter(fs, func(f *conc.Future[any], _ int) bool {
if f.Done() {
_, err := f.Await()
return err != nil
}
return true
})
futures[k] = fs
}
}
func (s *scheduler) handleErr(task Task, err error, msg string) {
log.Warn(msg, WrapLogFields(task, zap.Error(err))...)
s.manager.Update(task.GetTaskID(), UpdateState(datapb.ImportTaskStateV2_Failed), UpdateReason(err.Error()))
}
func (s *scheduler) PreImport(task Task) []*conc.Future[any] {
bufferSize := paramtable.Get().DataNodeCfg.ReadBufferSizeInMB.GetAsInt() * 1024 * 1024
log.Info("start to preimport", WrapLogFields(task,
zap.Int("bufferSize", bufferSize),
zap.Any("schema", task.GetSchema()))...)
s.manager.Update(task.GetTaskID(), UpdateState(datapb.ImportTaskStateV2_InProgress))
files := lo.Map(task.(*PreImportTask).GetFileStats(),
func(fileStat *datapb.ImportFileStats, _ int) *internalpb.ImportFile {
return fileStat.GetImportFile()
})
fn := func(i int, file *internalpb.ImportFile) error {
reader, err := importutilv2.NewReader(task.GetCtx(), s.cm, task.GetSchema(), file, task.GetOptions(), bufferSize)
if err != nil {
s.handleErr(task, err, "new reader failed")
return err
}
defer reader.Close()
start := time.Now()
err = s.readFileStat(reader, task, i)
if err != nil {
s.handleErr(task, err, "preimport failed")
return err
}
log.Info("read file stat done", WrapLogFields(task, zap.Strings("files", file.GetPaths()),
zap.Duration("dur", time.Since(start)))...)
return nil
}
futures := make([]*conc.Future[any], 0, len(files))
for i, file := range files {
i := i
file := file
f := s.pool.Submit(func() (any, error) {
err := fn(i, file)
return err, err
})
futures = append(futures, f)
}
return futures
}
func (s *scheduler) readFileStat(reader importutilv2.Reader, task Task, fileIdx int) error {
fileSize, err := reader.Size()
if err != nil {
return err
}
maxSize := paramtable.Get().DataNodeCfg.MaxImportFileSizeInGB.GetAsFloat() * 1024 * 1024 * 1024
if fileSize > int64(maxSize) {
return errors.New(fmt.Sprintf(
"The import file size has reached the maximum limit allowed for importing, "+
"fileSize=%d, maxSize=%d", fileSize, int64(maxSize)))
}
totalRows := 0
totalSize := 0
hashedStats := make(map[string]*datapb.PartitionImportStats)
for {
data, err := reader.Read()
if err != nil {
if errors.Is(err, io.EOF) {
break
}
return err
}
err = CheckRowsEqual(task.GetSchema(), data)
if err != nil {
return err
}
rowsCount, err := GetRowsStats(task, data)
if err != nil {
return err
}
MergeHashedStats(rowsCount, hashedStats)
rows := data.GetRowNum()
size := data.GetMemorySize()
totalRows += rows
totalSize += size
log.Info("reading file stat...", WrapLogFields(task, zap.Int("readRows", rows), zap.Int("readSize", size))...)
}
stat := &datapb.ImportFileStats{
FileSize: fileSize,
TotalRows: int64(totalRows),
TotalMemorySize: int64(totalSize),
HashedStats: hashedStats,
}
s.manager.Update(task.GetTaskID(), UpdateFileStat(fileIdx, stat))
return nil
}
func (s *scheduler) Import(task Task) []*conc.Future[any] {
bufferSize := paramtable.Get().DataNodeCfg.ReadBufferSizeInMB.GetAsInt() * 1024 * 1024
log.Info("start to import", WrapLogFields(task,
zap.Int("bufferSize", bufferSize),
zap.Any("schema", task.GetSchema()))...)
s.manager.Update(task.GetTaskID(), UpdateState(datapb.ImportTaskStateV2_InProgress))
req := task.(*ImportTask).req
fn := func(file *internalpb.ImportFile) error {
reader, err := importutilv2.NewReader(task.GetCtx(), s.cm, task.GetSchema(), file, task.GetOptions(), bufferSize)
if err != nil {
s.handleErr(task, err, fmt.Sprintf("new reader failed, file: %s", file.String()))
return err
}
defer reader.Close()
start := time.Now()
err = s.importFile(reader, task)
if err != nil {
s.handleErr(task, err, fmt.Sprintf("do import failed, file: %s", file.String()))
return err
}
log.Info("import file done", WrapLogFields(task, zap.Strings("files", file.GetPaths()),
zap.Duration("dur", time.Since(start)))...)
return nil
}
futures := make([]*conc.Future[any], 0, len(req.GetFiles()))
for _, file := range req.GetFiles() {
file := file
f := s.pool.Submit(func() (any, error) {
err := fn(file)
return err, err
})
futures = append(futures, f)
}
return futures
}
func (s *scheduler) importFile(reader importutilv2.Reader, task Task) error {
iTask := task.(*ImportTask)
syncFutures := make([]*conc.Future[struct{}], 0)
syncTasks := make([]syncmgr.Task, 0)
for {
data, err := reader.Read()
if err != nil {
if errors.Is(err, io.EOF) {
break
}
return err
}
err = AppendSystemFieldsData(iTask, data)
if err != nil {
return err
}
hashedData, err := HashData(iTask, data)
if err != nil {
return err
}
fs, sts, err := s.Sync(iTask, hashedData)
if err != nil {
return err
}
syncFutures = append(syncFutures, fs...)
syncTasks = append(syncTasks, sts...)
}
err := conc.AwaitAll(syncFutures...)
if err != nil {
return err
}
for _, syncTask := range syncTasks {
segmentInfo, err := NewImportSegmentInfo(syncTask, iTask)
if err != nil {
return err
}
s.manager.Update(task.GetTaskID(), UpdateSegmentInfo(segmentInfo))
log.Info("sync import data done", WrapLogFields(task, zap.Any("segmentInfo", segmentInfo))...)
}
return nil
}
func (s *scheduler) Sync(task *ImportTask, hashedData HashedData) ([]*conc.Future[struct{}], []syncmgr.Task, error) {
log.Info("start to sync import data", WrapLogFields(task)...)
futures := make([]*conc.Future[struct{}], 0)
syncTasks := make([]syncmgr.Task, 0)
segmentImportedSizes := make(map[int64]int)
for channelIdx, datas := range hashedData {
channel := task.GetVchannels()[channelIdx]
for partitionIdx, data := range datas {
if data.GetRowNum() == 0 {
continue
}
partitionID := task.GetPartitionIDs()[partitionIdx]
size := data.GetMemorySize()
segmentID := PickSegment(task, segmentImportedSizes, channel, partitionID, size)
syncTask, err := NewSyncTask(task.GetCtx(), task, segmentID, partitionID, channel, data)
if err != nil {
return nil, nil, err
}
segmentImportedSizes[segmentID] += size
future := s.syncMgr.SyncData(task.GetCtx(), syncTask)
futures = append(futures, future)
syncTasks = append(syncTasks, syncTask)
}
}
return futures, syncTasks, nil
}